{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import trange\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BanditStandard:\n",
    "    def __init__(self, num_bandits=10, epsilon=0., initial=0., step_size=0.1, sample_averages=False,\n",
    "                UCB_param=None, gradient=False, gradient_baseline=False, true_reward=0.):\n",
    "        self.num_bandits = num_bandits\n",
    "        self.sample_averages = sample_averages\n",
    "        self.indices = np.arange(self.num_bandits)\n",
    "        self.time = 0\n",
    "        self.average_reward = 0.0\n",
    "        self.true_reward = true_reward\n",
    "        # 增量\n",
    "        self.epsilon = epsilon\n",
    "        # 追踪非平稳问题\n",
    "        self.step_size = step_size\n",
    "        # 乐观\n",
    "        self.initial = initial\n",
    "        # 上限置信区间\n",
    "        self.UCB_param = UCB_param\n",
    "        # gradient\n",
    "        self.gradient = gradient\n",
    "        self.gradient_baseline = gradient_baseline\n",
    "    \n",
    "    def reset(self):\n",
    "        self.q_true = np.random.randn(self.num_bandits) + self.true_reward\n",
    "        self.q_estimation = np.zeros(self.num_bandits) + self.initial\n",
    "\n",
    "        self.action_count = np.zeros(self.num_bandits)\n",
    "        self.best_action = np.argmax(self.q_true)\n",
    "        self.time = 0\n",
    "\n",
    "    def act(self):\n",
    "        if np.random.rand() < self.epsilon:\n",
    "            return np.random.choice(self.indices)\n",
    "        \n",
    "        if self.UCB_param is not None:\n",
    "            UCB_estimation = self.q_estimation + \\\n",
    "                self.UCB_param * np.sqrt(np.log(self.time + 1) / (self.action_count + 1e-5))\n",
    "            q_best = np.max(UCB_estimation)\n",
    "            return np.random.choice(np.where(UCB_estimation == q_best)[0])\n",
    "        \n",
    "        if self.gradient:\n",
    "            exp_est = np.exp(self.q_estimation)\n",
    "            self.action_prob = exp_est / np.sum(exp_est)\n",
    "            return np.random.choice(self.indices, p=self.action_prob)\n",
    "        \n",
    "        q_best = np.max(self.q_estimation)\n",
    "        return np.random.choice(np.where(self.q_estimation == q_best)[0])\n",
    "\n",
    "    def step(self, action):\n",
    "        reward = np.random.rand() + self.q_true[action]\n",
    "        self.time += 1\n",
    "        self.action_count[action] += 1\n",
    "        self.average_reward += (reward - self.average_reward) / self.time\n",
    "\n",
    "        if self.sample_averages:\n",
    "            self.q_estimation[action] += (reward - self.q_estimation[action]) / self.action_count[action]\n",
    "        elif self.gradient:\n",
    "            one_hot = np.zeros(self.num_bandits)\n",
    "            one_hot[action] = 1\n",
    "            if self.gradient_baseline:\n",
    "                baseline = self.average_reward\n",
    "            else:\n",
    "                baseline = 0\n",
    "                self.q_estimation += self.step_size * (reward - baseline) * (one_hot - self.action_prob)\n",
    "        else:\n",
    "            self.q_estimation[action] += self.step_size * (reward - self.q_estimation[action])        \n",
    "        return reward"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simulate(runs, time, bandits):\n",
    "    rewards = np.zeros((len(bandits), runs, time))\n",
    "    best_action_counts = np.zeros(rewards.shape)\n",
    "    for i, bandit in enumerate(bandits):\n",
    "        for r in range(runs):\n",
    "            bandit.reset()\n",
    "            for t in range(time):\n",
    "                action = bandit.act()\n",
    "                reward = bandit.step(action)\n",
    "                rewards[i, r, t] = reward\n",
    "                if action == bandit.best_action:\n",
    "                    best_action_counts[i, r, t] = 1\n",
    "    mean_best_action_counts = best_action_counts.mean(axis=1)\n",
    "    mean_rewards = rewards.mean(axis=1)\n",
    "    return mean_best_action_counts, mean_rewards\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def figure_2_1():\n",
    "    plt.violinplot(dataset=np.random.randn(200, 10) + np.random.randn(10))\n",
    "    plt.xlabel(\"Action\")\n",
    "    plt.ylabel(\"Reward distribution\")\n",
    "figure_2_1()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def figure_2_2(runs=2000, time=1000):\n",
    "    epsilons = [0, 0.1, 0.01]\n",
    "    bandits = [BanditStandard(epsilon=eps, sample_averages=True) for eps in epsilons]\n",
    "    best_action_counts, rewards = simulate(runs, time, bandits)\n",
    "\n",
    "    plt.figure(figsize=(10, 20))\n",
    "\n",
    "    plt.subplot(2, 1, 1)\n",
    "    for eps, rewards in zip(epsilons, rewards):\n",
    "        plt.plot(rewards, label='$\\epsilon = %.02f$' % (eps))\n",
    "    plt.xlabel('steps')\n",
    "    plt.ylabel('average reward')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.subplot(2, 1, 2)\n",
    "    for eps, counts in zip(epsilons, best_action_counts):\n",
    "        plt.plot(counts, label='$\\epsilon = %.02f$' % (eps))\n",
    "    plt.xlabel('steps')\n",
    "    plt.ylabel('% optimal action')\n",
    "    plt.legend()\n",
    "figure_2_2()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def figure_2_3(runs=2000, time=1000):\n",
    "    bandits = []\n",
    "    bandits.append(BanditStandard(epsilon=0, initial=5, step_size=0.1))\n",
    "    bandits.append(BanditStandard(epsilon=0.1, initial=0, step_size=0.1))\n",
    "    best_action_counts, _ = simulate(runs, time, bandits)\n",
    "\n",
    "    plt.plot(best_action_counts[0], label='$\\epsilon = 0, q = 5$')\n",
    "    plt.plot(best_action_counts[1], label='$\\epsilon = 0.1, q = 0$')\n",
    "    plt.xlabel('Steps')\n",
    "    plt.ylabel('% optimal action')\n",
    "    plt.legend()\n",
    "figure_2_3()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def figure_2_4(runs=2000, time=1000):\n",
    "    bandits = []\n",
    "    bandits.append(BanditStandard(epsilon=0, UCB_param=2, sample_averages=True))\n",
    "    bandits.append(BanditStandard(epsilon=0.1, sample_averages=True))\n",
    "    _, average_rewards = simulate(runs, time, bandits)\n",
    "\n",
    "    plt.plot(average_rewards[0], label='UCB $c = 2$')\n",
    "    plt.plot(average_rewards[1], label='epsilon greedy $\\epsilon = 0.1$')\n",
    "    plt.xlabel('Steps')\n",
    "    plt.ylabel('Average reward')\n",
    "    plt.legend()\n",
    "figure_2_4()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def figure_2_5(runs=2000, time=1000):\n",
    "    bandits = []\n",
    "    bandits.append(BanditStandard(gradient=True, step_size=0.1, gradient_baseline=True, true_reward=4))\n",
    "    bandits.append(BanditStandard(gradient=True, step_size=0.1, gradient_baseline=False, true_reward=4))\n",
    "    bandits.append(BanditStandard(gradient=True, step_size=0.4, gradient_baseline=True, true_reward=4))\n",
    "    bandits.append(BanditStandard(gradient=True, step_size=0.4, gradient_baseline=False, true_reward=4))\n",
    "    best_action_counts, _ = simulate(runs, time, bandits)\n",
    "    labels = [r'$\\alpha = 0.1$, with baseline',\n",
    "              r'$\\alpha = 0.1$, without baseline',\n",
    "              r'$\\alpha = 0.4$, with baseline',\n",
    "              r'$\\alpha = 0.4$, without baseline']\n",
    "\n",
    "    for i in range(len(bandits)):\n",
    "        plt.plot(best_action_counts[i], label=labels[i])\n",
    "    plt.xlabel('Steps')\n",
    "    plt.ylabel('% Optimal action')\n",
    "    plt.legend()\n",
    "\n",
    "figure_2_5()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
